Bringing At-home Pediatric Sleep Apnea Testing Closer to Reality: A Multi-modal Transformer Approach.
Journal
Proceedings of machine learning research
ISSN: 2640-3498
Titre abrégé: Proc Mach Learn Res
Pays: United States
ID NLM: 101735789
Informations de publication
Date de publication:
Aug 2023
Aug 2023
Historique:
medline:
12
2
2024
pubmed:
12
2
2024
entrez:
12
2
2024
Statut:
ppublish
Résumé
Sleep apnea in children is a major health problem affecting one to five percent of children (in the US). If not treated in a timely manner, it can also lead to other physical and mental health issues. Pediatric sleep apnea has different clinical causes and characteristics than adults. Despite a large group of studies dedicated to studying adult apnea, pediatric sleep apnea has been studied in a much less limited fashion. Relatedly, at-home sleep apnea testing tools and algorithmic methods for automatic detection of sleep apnea are widely present for adults, but not children. In this study, we target this gap by presenting a machine learning-based model for detecting apnea events from commonly collected sleep signals. We show that our method outperforms state-of-the-art methods across two public datasets, as determined by the F1-score and AUROC measures. Additionally, we show that using two of the signals that are easier to collect at home (ECG and SpO
Types de publication
Journal Article
Langues
eng
Pagination
167-185Subventions
Organisme : NIGMS NIH HHS
ID : P20 GM103446
Pays : United States
Organisme : NIGMS NIH HHS
ID : P20 GM113125
Pays : United States
Références
Sleep. 2011 Nov 01;34(11):1509-17
pubmed: 22043122
Sleep Med. 2017 Sep;37:13-18
pubmed: 28899523
Handb Clin Neurol. 2019;160:381-392
pubmed: 31277862
J Med Syst. 2018 Apr 23;42(6):104
pubmed: 29687192
J Clin Sleep Med. 2012 Oct 15;8(5):597-619
pubmed: 23066376
Pediatrics. 2000 Feb;105(2):405-12
pubmed: 10654964
Med Hypotheses. 2019 Jun;127:15-22
pubmed: 31088639
Annu Int Conf IEEE Eng Med Biol Soc. 2020 Jul;2020:633-636
pubmed: 33018067
Am J Respir Crit Care Med. 1996 Feb;153(2):866-78
pubmed: 8564147
Annu Int Conf IEEE Eng Med Biol Soc. 2021 Nov;2021:1961-1964
pubmed: 34891671
IEEE Trans Biomed Eng. 2018 Mar;65(3):706-712
pubmed: 28622666
Proc Am Thorac Soc. 2008 Feb 15;5(2):242-52
pubmed: 18250218
Sleep Med Rev. 2023 Apr;68:101743
pubmed: 36657366
Ann Otol Rhinol Laryngol. 2010 Oct;119(10):656-61
pubmed: 21049849
Comput Methods Programs Biomed. 2019 Oct;180:105001
pubmed: 31421606
IEEE Trans Inf Technol Biomed. 2012 May;16(3):469-77
pubmed: 22353404
Sci Data. 2022 Jul 19;9(1):421
pubmed: 35853958
Proceedings (IEEE Int Conf Bioinformatics Biomed). 2021 Dec;2021:726-731
pubmed: 36684475
Healthcare (Basel). 2021 Jul 20;9(7):
pubmed: 34356293
Sci Rep. 2021 Mar 12;11(1):5824
pubmed: 33712651
Sleep Breath. 2018 Dec;22(4):1179-1188
pubmed: 30311183
Med Eng Phys. 2012 Oct;34(8):1049-57
pubmed: 22154238
J Clin Med Res. 2019 Dec;11(12):825-833
pubmed: 31803327
Multidiscip Respir Med. 2019 Feb 14;14:8
pubmed: 30809382
Sleep Med. 2016 Feb;18:96-102
pubmed: 26428843
J Clin Sleep Med. 2021 Apr 1;17(4):645-652
pubmed: 33174529
Pediatrics. 2012 Sep;130(3):e714-55
pubmed: 22926176
Sleep. 2014 Feb 01;37(2):255-60
pubmed: 24497654
Sensors (Basel). 2020 Jul 26;20(15):
pubmed: 32722630
IEEE J Biomed Health Inform. 2019 Mar;23(2):825-837
pubmed: 29993672
Proc Mach Learn Res. 2022 Aug;182:853-873
pubmed: 37538125
Med Biol Eng Comput. 2013 Mar;51(3):305-15
pubmed: 23160897
IEEE Trans Biomed Eng. 2022 Aug;69(8):2456-2467
pubmed: 35100107
J Clin Sleep Med. 2017 Oct 15;13(10):1199-1203
pubmed: 28877820
N Engl J Med. 2013 Jun 20;368(25):2366-76
pubmed: 23692173
Otolaryngol Head Neck Surg. 2007 Oct;137(4):665-8
pubmed: 17903588
Pediatr Rev. 2019 Jan;40(1):3-13
pubmed: 30600274
Sleep. 2009 Jun;32(6):731-6
pubmed: 19544748
Annu Int Conf IEEE Eng Med Biol Soc. 2019 Jul;2019:1596-1600
pubmed: 31946201